{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d6a0513d-bb17-4296-b103-84458e10ee54",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20e90a08-5775-4ce4-9d4e-e4a9d1613752",
   "metadata": {},
   "source": [
    "## Seaborn的样式风格\n",
    "\n",
    "#### 重点\n",
    "Seaborn提供了5种样式：\n",
    "* white: 白色（背景）\n",
    "* whitegrid: 网格白色（背景）\n",
    "* dark: 灰色（背景）\n",
    "* darkgrid: 网格灰色（背景）\n",
    "* ticks: 白色带刻度线（背景）\n",
    "\n",
    "Seaborn提供了3种设置样式风格的函数：\n",
    "* aexs.style: 设置局部（临时）样式风格\n",
    "* set_style: 设置全局样式风格\n",
    "* set: 设置全局样式风格，功能更加强大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bafcafa8-b42e-4bcd-85d8-451423426036",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据(seaborn提供测试数据)\n",
    "tips = pd.read_csv(\"dataset/tips.csv\")\n",
    "# 查看数据\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ac6f15fb-fbf9-4bab-8595-0ed4149eebc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>subject</th>\n",
       "      <th>timepoint</th>\n",
       "      <th>event</th>\n",
       "      <th>region</th>\n",
       "      <th>signal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>s13</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.017552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>s5</td>\n",
       "      <td>14</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.080883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>s12</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.081033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>s11</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.046134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>s10</td>\n",
       "      <td>18</td>\n",
       "      <td>stim</td>\n",
       "      <td>parietal</td>\n",
       "      <td>-0.037970</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  subject  timepoint event    region    signal\n",
       "0     s13         18  stim  parietal -0.017552\n",
       "1      s5         14  stim  parietal -0.080883\n",
       "2     s12         18  stim  parietal -0.081033\n",
       "3     s11         18  stim  parietal -0.046134\n",
       "4     s10         18  stim  parietal -0.037970"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据(seaborn提供测试数据)\n",
    "fmri = pd.read_csv(\"dataset/fmri.csv\")\n",
    "# 查看数据\n",
    "fmri.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "180761ef-4d05-457c-a634-d91ebb9d3c55",
   "metadata": {},
   "source": [
    "### 自带的5种风格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "69040c08-0f29-4c85-b55c-18180e022502",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 默认情况下的样式风格是ticks，亦可手动设定\n",
    "# sns.set_style(\"ticks\")\n",
    "axes = sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cad8e5e0-1ee3-428c-bd61-502b2a0c5431",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 手动设置为为white\n",
    "    # 可以发现刻度线没有了\n",
    "sns.set_style(\"white\")\n",
    "axes = sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9b2da93c-de2c-4463-9442-be672a9d9e3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 手动设置为为whitegrid\n",
    "    # 可以发现背景变成白色网格，且没有刻度线\n",
    "sns.set_style(\"whitegrid\")\n",
    "axes = sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "02c4a92e-c237-4389-8679-4a33b6adfc8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 手动设置为为dark\n",
    "    # 可以发现背景变成灰色，且没有刻度线\n",
    "sns.set_style(\"dark\")\n",
    "axes = sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f9783109-611d-478d-83c0-d02c3401d3fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Mnz4dLpcLHR0dKC8vBwAcPHgwJKAhIv3S+yyb/kFv3NeL86wpObfFL2JlQxWatu4LCWLqK8vwcEM1LH5/Ss5LlEl0G8BMnDgRl19+Oe677z48+OCDOH78ONavX4/bbrtN66IRURxGmGVTYI/98Rfv9eFyiCJWN1bJtFAxeCFSQteZeB977DGMHz8eCxYswD333IPrr78eN9xwg9bFIqI4lMyy0ZrUjSNH6sZJNYtfRLFZwPg8K4rNguZBHZGR6LYFBgAKCgqwevVqrYtBRAnSsntGKXbjEBmbrgMYIjImrbtnlGI3DpFx6boLiYiMSQ/dM0qxG4fImPTzKUJEuuY1CejxiTh0yoMenwivKXq6TKl7JjyIOdM9wyCBiIZHH+24RKRryUyJZvcMEaUSW2CIKCavSUDTluhTouO1xGRa94xHUN4SRUSpwxYYIopJyZRouYy1mehwrzNi+QE9JecjyibDaoHp6enBiRMn1CoLEemQkinR2cAjCEMLPybREkVE6ku4Bcbv9+Opp57C7373O3z55ZcAgFGjRuH666/HrbfeqnoBiUhbRpkSnWr9Hr/s2kVA9rVEEelBwp88q1atwltvvYUf//jHqK6uht/vxyeffIKnnnoKbrcbixYtSkU5iUgjShYeRAaMbYnHCMn5iLJJwgHM1q1bsW7dOsycOTOwbfLkyRg7dizuvvtuBjBEGYYZa4ewJYpIXxL+i7Pb7bBaI79lFBYWQhDYfEqUiTgleqgl6rLKMvw5y1uiiPQi4UG8S5YswdKlS/Huu++it7cXJ0+exIcffohly5bhxhtvxOHDhwM/RJQ5MnFKdCKsoohH5p/P5HxEOiGIYmJz/yZPnnxm59MtLsGHEAQBoihCEAR8+umnKhUzeV1d/eDsRvUJAlBWVsD6TTPWu3akuj/SfVKmJYq/jFThPa8drepeOm88CXch/elPf0qqQEREmcAqDrVEBQbsMngh0kTCAczYsWNTUQ4iIiIixRQFMFOmTEFLSwtKS0sxefLkqIN1BUHA/v37VS0gERERUThFAcwLL7yAESNGAADGjBmDpqYmFBSE9k/19vZi2bJl6peQiIiIKIyiAMZqtWLbtm0AgCNHjuDIkSPo7+8Pec/Bgwfh8XjULyERERFRGEUBjMPhwNq1ayGKIkRRxLPPPguT6cwMbEEQkJubi7vvvjtlBSUiIiKSKApgJk+eHJh9dMMNN2DdunWBLiUiItIfr0ngdG/KaAnPQvr1r3+dinIQUZbjA1c9g4KAlvZujCq0w+X148SgF0f7BlE3sQR2JlOhDMHFOzIIHwBkVE5BQNNre9Hc3h3YVl9ZhpUNVXBo+MAN/5uyDrg1K4tSPpOAf/QOYtsnR7A9qD5rK0pRXpaHc0bkwMzPBcoADGAyhF4fAETxeE2R9y4ANLd1oWnrPqxurNIkEJf7m7rs9N+UHfr9m3L6gbXvtocELwAC/36ooRr5WhSMSGUJr4VE+uM1CWjaEv0B4DVxkU3Sr36PP+LelTS3daHfk/4FI6P9Tf25rQtLdf43NeDxRQQvku3t3Rjw+NJcIqLUYACTAfT4ACBSqn/QO6zXU8HIf1MDrtgByoCbAQxlBgYwGUCPDwAipQrssXuy472eCvH+Zvp0/DdV6IhdX4Ua1CdRKjCAyQB6fABQenlNAnp8Ig6d8qDHJyru4kh2v+EIP2ee1Yz6yjLZ99ZXlqHAGvkxlepyx/ubcXv9Mc+ZTPnUuqZCqylmfQpA2n7X6aTmPaHF34VajFz2RPHJlgEKTn9gNbd1RbwWeABw1kHGSnYAtxYDv+XOOXvKKDzUUI37t+4NuYfrK8vwcEM1LH5/3GOoXe5Yf1O1FaX4y8FulJ0/GsXmyIdDMuVT85osfhErG6rQtHVfaH1WlOLm2nPQ+PRfMOD2ZdQgfzXrz8gTIoxc9mQIopiBVxWkq6sfmX2FQ5yCEPmBdfoBYBfV768XBKCsrCBr6lcvwuvdaxKwRGYGDzD0+482gyfZ/YYj1jlnTxmFn86dilMeX8w0AOksd58oYPnv90ZMRb65thyLN7Xi1wtnYnyeddjlS9U1BU8Bd3n9+MvBbmxo6QgZA5Oq37Wa4n3WqFl/WvxdqCUVZdfqc146bzxsgckQDlHE6sYqmTww+h1sSMOnZLCpXCtBsvulqqxvf3oMS646D8VmAcVSUCDzYZvOcvtFP2rGF2NhbTlcXj9yLCa0dvZi8aZWDLh9st1MyZQvVddk8YtD+9ktmP9ks+rH1ws160+Lvwu1GLnsyWIAk0GkD6xYDwDKLEoGcBeHtRIMZ7/hUOOc6Sx3vsWE3Z29WPdOe8Rr0bpmkylfqq9Ji991Oql5fUauKyOXPVkcxEtkYMkO4NZi4Lca50xnuaWxJOEDYs+MzYn8gpBM+VJ9TZk+yF/N6zNyXRm57MliAENkYAVxZpzIzeAZzn7DocY5011uqWv2rbvqsfn7l+BPP/oXrG6sijquLJnypfqatPhdp5Oa12fkujJy2ZOVeVdElEWSaSUYzn5alFXtYyRK6pqdkG/FpFH5sMYYzZhM+VJ9TVrUWTqpeX1Grisjlz1ZnIVESeEsJG1Eq/dkF/LUYgFQNc6pRbkTueeTKV+qr8moi70qrXc1r8+odQWoW3bOQiKilEt2ALcWA7/VOKfeB6wnU75UX5Pe62y41Lw+I9eVkcueKHYhERERkeEwgCGitMqmVOekjhMDbnzp5T1DodiFRERpk22pzmn4nBDww02tEVnGec8QW2CIKC28JgFNWyJTnTe3daFp6z5+q9aInlvEvCYBS7fsjViTivcMAWyBIaI0ycZU53qn9xYx3jMUC1tgiCgtlKQ6p/QxQosY7xmKhQEMEaVFNqY61zMlrRta4z1DsTCAIaK0yMZU53pmhNYN3jMUC3/7RJQW2ZjqXM+M0Lph8Yt4uKEKl/GeIRna36FElDWkxREjU51r312RSnpMTS+1boTP8AGCWjd0ECA4IGLtghoc7RvMqnuG4mMAQ0RplU2pzgH9zvSRWsSatu6LyLEy1LqhnwBhRK4NngFX1twzpAwDGCKiFPGaIoMX4MxMn9WNVZq2xGRrixhlBgYwREQpYoQ8JtnWIkaZg4N4iYhSxAgzfYiMigEMEVGKGGGmD5FRMYAhIs3oeR0eNTCPCVHqMPwnIk3odXaOmow004fIaBjAEMWgx/wdydLDtQSXwe3zY/r4Yuw61IsBtw+AfmbnqIkzfYhSgwEMURSZ1EKgh2uRK0NtRSmeWlCDxZtaQ4IYPczOURNn+hCpjx2wRDKMsFKvUnq4lmhl2N7ejY3bO7CwrjxkO2fnEFE8DGCIZBhhpV6l9HAtscqwvb0bNeOKQrbpZXZO8CDjL70iTgy4tS4SEZ2mj08JIp1Rkr8j0B2QYuFjV6wJPkT1cC3xyuDyngmi9LIOj1yX12Wnu93sYBcQkdYYwBDJ0Ev+DjUeonq4lnjnyLEMNQbrZXZOtCUA/tzWhaUZNsiYyKjYhUQkQw/5O6KNG5EeokrHrujhWuKV4exiB966qx6rG6tgF7XvntNDtxsRxcYAhkiGlL8j/KF7poUg9d++1XqI6uFa4pWhxCyg2CzoplWDSwAQ6R+7kIiiUCN/x3ByryQzdiXa+fSQi0QPZVBKD91uRBSbYf4Kb731VpSUlOCRRx7RuiiURYaTv2O4uVeUPESDA5Z8uwUfHfwSK974NJBTJfh8eshFoocyKCF1eQVnz5XoZZAxUbYzRBfSG2+8gffee0/rYhAppkbulXjjRhxWM5a8thdXPtmM+c/swFVPNmPbJ0fw1IIa5NrMCZ+PzojW5XVZZRkebkxPtxsRxab7Fpje3l6sXr0a06ZN07ooWUuuW8Kq40y0qUqZH3zcvBwLBAEwCUC+JfL44eNXcm1mLKwrR824Iri8fvR5/Mi3mnHK44tazmjr6FxWWYaHGqvxyH9/iunji3FTbTlcXj/sVjM+OtSD3+z8HAvryrHunXYAw89sm+olCJI9vs8kwOkHBjw+DLh8GOFQt2xyXV5nFdrhGXBxEnUceli2gjKf7gOYRx99FA0NDTh27JjWRclK0bpBHm6o0rBU0aUqZX60NPg315bj5fcPYfmcKSHHDx6/kmsz46kFNdi4vQPr3mkP+ff2OOWM9hA9fnIQ35wxLnDM8DJZhNBgJdlcL6legiDZ4w8KAv7RO4i177bHrcPhCO7yEgRgRK4NXQMuVY6dqfSwbAVlB113Ie3YsQMffvghbr/9dq2LkpVidYMs3bpPd1lJU5UyP14a/MmjCyOOHzx+ZWFdeUiwEv7veOWUHqLj86wosQgYkWuDzw/ZY0hlGpEbGqwkM+g01UsQJHt8r0lAy4HuiOBFzbJRcvSwbAVlD90GMC6XCw888ACWL18Ou92e9HEEgT/J/sSbxtt10q15GRMpb7/Hr/pxpTT44ccPHr9SM64o5EEb/u9EywkAooiox9je3g1LUHdRfWUZ8qzmQEr8Hp8Ir0nQrD6He/x+jx+jCu3DqsNkfwDt73M9/6TqnmG9a/ejVd0rodsupHXr1qG6uhr19fXDOk5paYFKJco+nYd6Yr7eP+jBpPHFaSpNfPHKO+D24dyvJF7eeMeV0uCHH//R+efj3s17QtLkB79/OOUccMeeYt0z4AFwZrzMA9v24+1Pz3TDXlZZhkfmn48xRY6ox0hVfQ73+J2HelSpw2TxMyW6VN4zrHft6LXudRvAvPHGG+jq6kJNTQ0AwO0e6q5488030draqvg43d39YLdrcvJOz2SJpsBu1VX9xitvrs2Mrq5+1Y8rpcEPP74NwKONVTjh9su+P5lyCsLQh0l+Tuw/3bI8G966qx55VjMeeH0f3v7seMjrf27rwj2b92B1Y1XUAdmpqs/hHj/PZh5WHSZLqns93fN6k4p7hvWuHa3qXjpvPLoNYH7961/D6z3zLfOxxx4DANx9990JHUcUwZs+SfFyYZTl24ZmZOikfpXk7hCTmAkR67i1FaVo7eyNenyLKGKELXT/1s5e1FaUynaBKC1nvGstzjHD4hfR4/FFBC+SeLOTUlWfwz1+gdWEY/2uYddhsviZEl0q7xnWu3b0Wve6HQMzduxYTJgwIfCTl5eHvLw8TJgwQeuiZY2Y6d8bqzEi16ZRyeSlKmV+tONKM34+O9IX8/jh+29o6cDNteWoqyhNupxWUdm1DiclfqqXIEj2+Ba/iLqJJbhzViVqh1GHpD49LFtB2UMQRT3GVZHuvfdeAEg4E29XF5sdhytaHpiysgJd1q8e8sDE27/QYUGuJXYeGDmCgJB6j3etPT4RVz7ZHPV4b91VHzc/jCHywLh9KLRbUJjCfCPhdU/RqXnPsN61o1XdS+eNR7ddSOG4hIB2ZNO/KxwlroVUpauPOK5E4fH9EOAXAZ8ownd6WMxwyxnvWtVIia9GfcZ6oCV7fLNfRD6AfKsJkFbU5jd8XTDKkhFkbIYJYIiMbEAwYelrn4SM2airKMXKxmnIFVO3mGG0bL5nmvRTv5AiE5sRUSoYpgspWWx2TI1sadZVoyncbTJhSVjwIqmrKMWj35wGm8JAItl61yq1u9ckYMlrkYnNgKEgZnVjlWHGRWTLPa83rHftsAuJyKDUajnod/uiJl1rae9Gv9uHUktq++S0atJXktgs2TWaKDquRUTZgAEMkQyvKTJ4Ac6kRE+k5aBv0BP39dJ8fc3oUouSWVDJrNFE0bHLjrKFbqdRE2lJScuBUoX22A/oeK8bldckIC9Owr1k1mii6LgWEWUTBjBEMoaTPyVcgc0ckfNFUldRioI42UuNwGsSQtZaGjSZsOz1/dj2yZGIXC2SwCwoUo2agTeR3vHrD5GMeC0DibQc2Px+rGychqYtn6AlfBZSAgN49Uquy6KuohQ31Zbj3s178Mj88wGELj6ZzllQ2YRddpRNGMAQyVAjf0qwXNGPR785Df1uH/oGPSi0W1FgMxs+eIk2VqilvRsigGtnjsfiTa1YWFeOhbXlcHn9mFiWhxE2E4OXFFAz8CbSO7bfEslQkhJd6jb5YsCDUxBwEgKOefz4+8mhbpTg8QZek4BTHh9OubwoclgxwmaKGbyEd8koHbvgNQn40ifi7yc9OO7x45QgwGMyKTpWMueM1WWxvb0bNeOKMOD2Yd077bjlhQ9x+0sf4ZTLyxkxKeKwRu+uZJedtpL9m6boGI6T4aRriqhDFLG6sUrmXP5At8muQ734xXUXYtDrx7p322W6SaogAgnNCok1iyQX0a9Tdr+KMtx+xSTc8sKHGHD7op570GRCZ48TvU4P7FYz3v2/4/jsSB+Wz5kSc+aKXJdFrs2MhXXlqBlXhFybBRtu+io+OtSDDS0dGHD72AqQIl6TgJ++vg831ZZDBGSSJrLLTiucGZYaTGRHSdEqwZFTiJxlke4PguDkbItmVWDMCDve+OSIbK6XVfOm4Q97DitO5KYk8dvo0vyIeo+1X21FKWrGF2PdO+2y53aaTLgvLNGetFDly+8fwoq5U6IGiOFrLeXazHhqQQ02bu9I6nh6pveEatLvIjiAdHn9yLGY0NrZi4bpo1FkwG/9eq/3eIyczJGJ7IhUomZuluEI7japGVcEAFET1Y0qyEkokZuSWSSj45Qp3Pb2biysLZc9VoHVhCaZLMHSv2vGF8dMNhc+VmhhXXlE8CIdTwCw6pvT2AqQIlJrmNRlF+6Kc0eiiAN4047JHFOHHaJkGHqYIuo1CfD4RTx9/YXYcNNXYTWb4PJGP2+s14DILphkp2/H20+uHP2DXkVjWGIdO3ysUM24ophZh50eX8xyyuHYAWU4gFef1EzJQKF4R1NaDWf8itZTROX6sV/67sXIsUT/HhDrNSDyoZLsQyjefnLlKLBbFAU+8Y4dPFao1xk763CivyOOHVBO7ZlzpA4GlqnDFhhKG6cw1Bd85ZPNmP/MDlz5ZDOWbNkHp6DsG7WWHwTRMpzuONiNY32DUZO1Het3RcxkksjNCpEeQkrfL5XNao6+X21FKVo7e2WPFa/OihxWRTNXpLWWihyxg5NEfkfMKpsYJTPnKP2S+ZsmZVhzlBZqPIy0/CCI1tWyoaUDXxnhwJ1XVEYEMfWVZaifWJrQQyXeQ8ga1uogBYVz1rbgxkvPiSxDRRkWXVGJDS0dsueOVad1FaUYV+xI6MGn5u9ID12GRiO1hr11Vz02f/8SvHVXPVY3VsEusq60wsAydTgLiZKS6Oj08Nkq4d66q17RQDanIKBp676QZnLpgyCVH9KHTnkw/5kdsq/l2sx47Y5LYTOZMODxYcDtQ6HdgsKg7rFEu86ivT+43j1C6OyG4NknADCmyAGH1QSbIOCkxxf13NHqdGVjNRxRBtzGuh61fkex6hwANn//EoxP46BUo8+GMapMqXcjrhDOWUhEUG/8SqzcLKkUq+tjwO2DIAL5EJFvNQFWU+SHlUlAsVk4c41xPrikLplY7w9voQifffLWXfXIE0VAjH2sROs03rgUtX5HHDtAmUTJ3zQlhp8AlBZqPoy0+CBIZICk3AN+9pRReGDuVDhjtIQkSs1BzcF1GuubotKp7Gr8jjgolYhiYQBDaaH1w0iN5tv750zBFz1OCIIQyCw7Y0JxyKKEcg/4XJsZ184cj3vD8q0MZzaNRxCQl2PB09dfCLvVHJLpVpJMC0W81pV05rSQxg5E645iPhmi7MYAhtJCy4fRcKfiRtv/jcV1cAiAOajscg/4aMndEknAJwVgp1xenMQpLAsbEF1bUYqnFtRg8aZWDLh9SQWFSlpX+k+pO006Hq26DFPBiGMgiPSMAQyljRYPo0Sz94Y/ZPKsZjS99ons/stP7x9MrlunZlyRbGZU6TjxWi2CA6hFsyrQeqgnaubchXXl2N3Zm1RQqKR1RYtxKZkwdoD5bIjUxwCG0irdD6NEujzkHjK/+e7FCXWZyD3AlWTjjdZqERyA5drMuHLqWagZV4TrL54Q0XW0vb0by+ZMxfUzxiYVFCoZUzOmwGb4rsB008sSGESZhgEMZTSlA12jPWQSzSwrN9Yn0Wy8Icc/HYBJiySu+eNnMbuOTrm8KLUk14WjpHXFyF2BWkl03JARgzQiLTCAoYymtMsj2kMm0eAj+AG/6/MeLKwrx8iCHNRXlKG5PfFWCykAi7VIovT6unfah9WFo3SgtRG6AlPBIwg4cOwkegc8CQUWicwWM2qQRqQFZuKljBBtwT+lmWGjPWRaO3ujLhNQX1kGEYhYYNAhiljTWIU3Ftdh96EeXLv+r7ixViZLroJMnFJAEmuRRGnRxeFmI04kY6jUFTg+z4pis5Dy4KEvTitGX4qz8koZj//18fcSXgZDaRDNpROIEsMWGDK8mN9a/SIebqhCy8EvMaogBy6vH3arGUf7BlE/sTTQahDtIbOhpQNPLaiBSRBCWibqKkpx46Xn4JtP/yUw6yf4W7IIYHnQw2jxplYsrCvHwtpyAMDZxY7TmXpjP3ilACzeOBoAqnTh6HXWT58zditG36AXJSnKyjvc1h+lLVvpnKJOlAkYwJChSQ+XXYd6sWhWBWrGFQWClO0Hv8QVk0ogisAf9hwOjCVZWFeOSyeW4tgpF0pybRAB+EURL333YoxwWCFgKJW1y+tHn9OLY/2DeLSxOpCO3+X14y8Hu3Hv5j2B1P0urx9H+gYxdoQDAx4fTpz04Oa6iZg+vjgwyDZ4JtJ//6AeLj8gmkyyaf4D4yBOedB09RRYzAJybeZAnpfgZQNcXj/GFjlgEURAHKqTPs9Q2fNyzHBYzXCYALOBx1Hk5phjv26Tfz3eeBIl402GG1goHTek9WrraomXCHG443s4RogkDGDI0Po9fuw61IunFtRg4/aOkCChtqIUX5tYgpXb9ocMhN24vQMbWjrwi+suhMvrx7p320O6Z2orSnFzbTl+s/NzXHfxBLy575+4+JzioYeU3YL5TzaHHGvdO+2Bf98TlqwufJBtoNyDHvSJwLp32iJajh5qqMaK1/fh7c+On9leUYrnbrwIt7zwIQDIXm+0fWsrSnHnrEqMLcyBPc44Cr2Owci1mlFbUSrbjVZbUYpcqxlD7V5nxLsWpdeqRmChpGUrE5ZOiFanDzdUQQSGfW/p9f4kbXAMDBla/6A35gDX5Vv3YfKYEQBCB8IurCvHkRPOiOBF2m/j9g5MHTMCG7d3YPLowsAYhGiDamOVYeP2DiysKw/Znp9jwdqw4AU43S2x5ZNAmQPb27vx9LsHcP+cKbET48nsu729G2vfaUPLwS9jjqPQ8xgMhwm4c1bkit9ScOYI+ySLdy1uk0nxtaoVWMQbN6TlautqiFXnLQe/HPa95RH0e3+SNvT9F0EUR4HdEnOAa3NbV2B15uD31YwrwlmF9rgDY6X/hidyCz+nkkG2ktqKUgy4fWiJ8v6WsPcHrqW9C+eeVYCrqs6Keq5o+25v78aoghz0xxjsqqSrJJpog6jVYvaLGFuYg7nnj8FzN16Ep6+/EM/deBHmnj8GZxfaI7rH4l6L26f4WtMVWCQyiFqPYtX5qIKcpO8tJcdXegzKLPpvkySKQcnDQxoAGzwQVsmg2PD9ghO5he8f73jS61L31PGTLkXvD3esP/Z+sfZ1ef0xuzuS7SpJV7O+XRRx+aSSkG6YqaPyZAcYx7uWvkHl+X3SmftGr4OolYhV58NJ5qjk+EqPQZmFAQwZmsUv4uxiR8z3FDmGPtSCc7rEy+8S/B7pv8GJ3L7oHZR9bzRnFzvw3I0XobWzF4s3tWLtghpF51a6Xem+wd0d4YMhS/JsIQOFw8l1laQ7P4vSTM7xunUK7bEfdOH7S4HFgA/oHXCnNLAw6tIJsep8OMkclb7HCGOESF3sQiLDK4zTxD+u2IH6yrKQnC6tnb042jcYNcdLbUVp4P2tnb0hXQUOUcSE08eUxMoXU1tRirf2H8UtL3yIde+0Y8DtG5rGHeX9dafPGa1MX55yR73eWPse63cFrkHKa3Llk82BvCbLf78PG276quyMnmhdJXpt1o/b7WMzJ9wtZBVFTBqVjwn56cl9YzSx6vxYv2vY3XBGHyNE6uNvnAwv3tgBu9+P1Y1VaJg+Gj/7j2rUV5ZhQ0sHRo9wYNEVFbIDQ2+uLcf+wydwc205PjvSFzEGweb3h5xzQ0sHbq4tR51Msro7Z1ViQ0tHyPFHj3Bg0axK1FdElnnlN6fhsyN9smXqOH4SXysvwR2XT5JNjBdt3ztnVZ7OeyPGHGz5i3fbsWzuVNl6lHtgK2nW10K8eyL89xf+OoOTxMWq8/qJpcOub6to7DFCpD5BFDN77llXVz8y+wq1IQhAWVmBrupXaX4I6X2nXF4Un84D4/T4MOD2IS/HguDxpyYByLdEzzMRfM5ChwW5FjNOheV1ETCUSbZ/0IvcHAsEARBFEQ6LGTaTEDsPzKAXeaf3MQlArsWMe7fsDSxTIOWBybGYcKzfNZT35vT5+ga9yLWZkRuWB6bHJ+LKJ5uj1uObd9VDABTl2Yh3rLfuqtc0+ZoaeWAkerzn9UjtPDDh9c48MOmj1T0vnTcedhqSYcT74FI6diDwvlwrpNwh+VYTEK0JOsaHY+Q5/bDJlCHkPQAAYejcUcoccdzTejy+wEDS4BwwEilgKDELQZlpRSCoJydeq8jJQe/QVF8FYzCUZpnVSrx7wqjjTfQsVp2qUd/8nZGEAQwZgp4TWKXzG6EaMzHUHAyp5erURJTdGMCQ7ilZLkCrNPlRA6vGajhS8PDOjxNcxHsdUL/VxMhTf4nIuDiIl3QveLmA1kM9uOWFD3H7Sx9h4fMfYNuew3Bq1AATazDs0tc+waBJ/T8vm9kUc7aTzRz/nKlImJbu1amJiNgCQ7qnZLkAtfONKCpXjCnELe3d6OxxorzYrmq5egfcuPn0itZy6zf1DriRnxs/mRdbTYjI6BjAkO5JywXIDVoFlK0InArxxqP0Oj3oy7ehRMVy5eVYcP1z72NhXTkW1pYHZiBJCfK23H6p4mNxMCQRGRkDGBoWjyCg35vaAaxKElRpkUY83mDXHIsJX/Q44RiZp9pA4wKrCRdNKJYN5vQw64eIKF04BoaSdrjXGZHNdcmWfXAK6raEKFkuQMngVbXFygxaG5QRV82Vcq2iiEfmn89kXkSU9dgCQ0nxCALu2bwnbWvgFMaYOVNbUYqPDvXi8kklaX2AW/wiVjZWY+lrn4SsLC2NR/nNzs8BqN/FNabIoavxK0ZJLGaUchKRMgxgKCn9Hr9sMAEM74Ed7SFj8Yv4WUMV7t+yV3bw6uJNrZhx+6VpHwfj8Pux6pvT0NnjRK/TExiP8pudn+O6iydg8aZWAOp3cVlFfYxf0XN+nmBGKScRKccAhpKSaEI1Jd9+pYfMrkO9gTT5wNBKzoVWE04OuLGwthz3fn0yTg76kG+34FjfIO7ZvAcD7qF0/LBbItLvx1oKIB6vSRhKy+/0Ii/HDEdYWn4AsEJEUa4VTo8PLq8/UO7Fm1oDKztL42UyqRUg3StRJ8so5SRjyqS/aaNhAENJSSSbq5Jvv8HJ6p5aUION2ztCBqrOnjIK98+Zikfe/L+IFphH5p+PxZta4fL6MT9oXR6pdebl9w9h+ZwpCX/Tliu3tDDi2BF22E932fR5/PjD3n+i9VBPxDRv6VoLrCY4RWRUK4CSlai1XAdJYpRykvGwZU9bHMRLSSmwmnCZgqXtYyV7Cx7cKj1kouV7mTy6EE1bPpHNA7NxeweWzZmCvxyUf23y6MKEB9JGK/f29m6sfacNLe1dgUR1/YPewGrUcitbP/iNKgiAonpIltckoMcn4tApD3p8omqDhmPR60rU4YxSTjIWpZ9tlDoMYCgpSmfDKPn2C5x5iNSMK5JtxYi2HRgKKqrPHoENLR2yr9WMKwo5lxKxyr29vRujCu3o7HHCaxJQYLdgwO3D4k2tqBlfjOduvAhPX38hnrvxItSML4Zf9KNPYT0kwykIaZkNFk7NNZVSySjlJGNR+tlGqcO/XEqaktkwSsfKSA8Rl1f+jz7adskXPc7AeJNo+yYykDZeuV1eP1xeP/rzbSFrC4XnZ6mvLMP1M8bicL877vmSGeSr5fgOva9ELTFKOclY1FhYlYaHLTA0LNJsmGhr4Cj99is9ZHIs8rdktO2SWGsASfsm8k1bSZK6HIsJ/YNeRWsLpaoVQMtvgalYUykVjFJOMha27GmPNUwppfTbr5RTZXt7F2orSiO6i1o7e1FXURqSbyX4OMf6XbLnlxLKJfpNO1a5aytKcbRvEIdPDOI/zh8NQH5toTyrGQNeH445vSjJs6WkFUDrb4FGWVPJKOUk42DLnvYYwFBKSd9+m7buQ3NbF3JtZiysK8elE0ths5jQ7/EHph06/H7UV5Thq+eU4Kev7wtpWfjsSB9WNk7D/Vv3hnxgSN+iATHiwyR4FtLQN23lD6vwcgcf884rKpGXY8b29q6QD6ngtYWcgoB7X/skcA25NjM23PRVAIhbD4nQw7dAo6ypZJRykjFE+4w407LH4DjVBFHM7LleXV39yOwr1IYgAGVlBYrr12sScNLrh0kw4cHfx5526DMJcPqBAY8PA24fCu0WFJ5+uMfKuRD8mtp5YHoHPHDYzACAd/92DHs6e7F8bhVyxcgPKa9paFBteNdOrs2MZXOnYsaEIpgV1IOc8Hr3mgQs2bIv6rdA5jhRT6L3PKlD7/WeyXlgtKp76bxx38cAhpKRzI0d7cEO6O9hK30oiQAe2rY/oTL3+ERcGZSPJty7P/4XLN+aXD3I1fugIKDl4JcYVZADl9cPu9WMo32DqJ9YihyZAIuSo/cHaaZivWtH7wEMu5AobRJNKJbubzYhrUSnA63nbrwo4SRo8calDHh8qiZWEwH8Yc/hiNac2oklio9BRGQ0DGAobeQe7NJYkJpxReh1egCHFQVWE7wisFSlDJeJLGMwfXxxSEbdeNO35QbJxht3MuCSn+4d65jRME0+EWUrBjCUNuEP9lybWXbZgPrKMtxx+STsOtQb8v5kHsqJLGPQ3N6Nm2rLQ8oSb/q2XLASb3ZCoUO9gbepSpOfyf36RJQZmAeG0kZ6sEuiLRvQ3NaFte+2Y2FdecQxEsltkugyBkBki0trZ2/E8gCS4CUTgsXLO1IYVg9KjhlNKtLka5XZl4goEQxgKG3CH+zxlgeQVnUOp/ShnOgyBkBki0u0NY7iJUGT8o68dVc9Nn//Erx1Vz1WN1bBLvpVTaym9jRqru9CREbBLiRKq+CEYr1OT8z3Rht/ovShHC/QOTHoRUGBLaRLR2pxkQIraY2jhXXluOPyCuRYTIqToMXKO6JWYjW1k2lx5WYiMgq2wFDaSQ/2Ikfsgapy408S6WKJF+j0OT1YsmUfcixmzJ4yCoB8i8uA24fdnb0YV+SIumRCMqR6GM4x1U6Tz5WbicgodN0Cc/ToUaxcuRJ//etfkZOTg6uvvho/+tGPkJOTo3XRSAXxWg/ClwdINMNlvOUAWjt7h7pGtuzFw43VcHn92PV5D/b+4wR+OPtcLJ41tIaRw2qGwwSYdZpZU800+cPtktL74F+9l4+IlNNtIjtRFHHttdeisLAQS5YswYkTJ7B06VL867/+K+655x7Fx8nG5EeJfkgn86HuNQkY8AE9A27k5ww91EwmwGoyoXfAjbyc6Flyg8/hFATZVNwrG6shADjp9uGky4v8HAsEABCAXKsZJgB9Li9Onc7UazOb0H3KhQK7FTazCX1ONwodNrh8Q1l083MsONo3iHs278F5XynAzbXlWLypFcDQYOK500bjlMuLfLsFflEEIAKiCRCGWmqKcoeOK3dtatarkuOMyLWhz+lGn1P9h7DbZMLnPU70Oj2wW8346FAPNrR0YMDti5pkTypf36AXHp8f2w90h+zzs4YqOATArHKgkGj9OoXI8T1Kp+ZL5zrl9iHPZg6sc5WK3wGFYiI77eg9kZ1uA5gDBw7g6quvxvbt21FWNtQ8vm3bNjz66KNobo6e5TRctt30iX5IJ/OhLrePtO7Qb3Z+jusunoDFm1oxY0IxHvxGFcwmYFmMcwyaTOg8/dDMsZjwyT9O4JKJJfivPx/EtRdPiJipVF9RhjuumISFL3yIAbcv5PyLN7XiaxNLcM+/T8HPtu0L2a+uohQrGqvx33uPYN07BwAgMI07/H3L5lbh0T9+inc+Ox5xjdK1JVpHyeSxkTtOXUUpbjpdDilISCY/jpJzBa8n9cCcqbCHZfaNtY9UvtqKUsw9fwxqJ5YMu4yxzhurHoaTBTqdvwOKxABGOwxgktTX14fdu3ejvr4+sG3btm1YtmwZWltbFR8nm276RD+kk/lQj7VPbUUpak4ngqsZX4x177SjvqIUX582Gktf2yt7jlWN1bgvaNFDAFg0qyJwjOCkcnLnCs7ZIm0DEHW/utMP11te+DBwnmjvuyDs+OHnTaaOElkyQUldS+Ub7lIM8cr8SGM1bGFdUomU77kbL8Lzf/m7Kon1kqnfeMs7vHVXvezg5HT+DkgeAxjt6D2A0e0g3sLCwpDgxe/348UXX8TXvva1hI4jCNnzo2QGSfD7B/3ATbXlePr6C7Hhpq9i0awK5J5esFDu/fHOIU19Dp4C3dzejbMK7VHLdGLQG3G84GMkMs1a2hZrv5b2bowqzAk5T7T3yU3jDrm2JOoo2j6J/j7Drz+R4yZz75zy+IZVPpfXP+wyDqd+lQxO1vp3wJ/oP4D2ZcjWH63qXgldD+INtmbNGuzfvx+vvPJKQvuVlsaP4jJF56GemK8PuH049yvFAIDDvU4sf2V3RNP/UwtqAs3iwe9Xeg5p6nPwFOhY6fj7ZB4scseIda5428KdHPQlffzw7cnUkdw+cpTWdaLHTeZcw7kXgDMzyoZTRqXnlTvHCf/JmPsU5dpQVpaf8LnU/B1QbNn0Wa43eq17QwQwa9aswQsvvIAnnngC5557bkL7dndnT7Nj3unWk2hybWZ0dfXDIwi4R6ZZXGqNWFg3lE5fen8i55AeVMFToGOl48+3Rx5P7hixzhVvW7gRuVY8ff2FGFfiSPj44duTqSO5feQoretEj5vMuYZzL0gzvoZbRqXnlTtHrlmIOeMt1wzZcqXzd0DyBGHoAZpNn+V6oVXdS+eNR7ddSJIVK1Zg48aNWLNmDa666qqE9xfF7PkJT9UfTMqfIorKmsWD36/0HNKDKviBVV9RiqN9g1Hff6zPFZHlNvgY0dL4B58jfFtrZy/qouxXV1GKI71O3P7SR3hz39Gox6+TOX74eZOpo2j7JPr7DL/+RI47nHsnmXvh5tpybGjpGHYZh1NWJflytP4d8Cf6D6B9GbL1R6u6V0LXAcy6devw8ssv4/HHH8ecOXO0Lo7uKU1qpiQZWbQkaBa/iJWN1RHnkB5U+w+fCDywaitKcXNdOUaPcMim4r+5thz3bN4TkThuQ0sH7ryiEp8d7pNP419RhjuvqMSGlo6I829o6cD+wyewbG5VxH51FaVY/o0q3LN5T+A8cseX3rf/8AnZa5QexjHrSIXkctGOUxdUjmSOm8i5kr3OB75RhYvGF6NmfHFg1tZwyzicsgKxl3dI9Fyp+B0QUWJ0OwvpwIED+MY3voFbb70V119/fchrI0eOVHycbBy5Hi8/RrwZGW/eVY+SKOninYKAn23bj8ljRuCiCcWwW80Y4bBCACCYAJvJhJ4BNwY9fvzlYHfgA37Z3Km4cHwRTp4uU57VjAe27cfbnx5Drs2MhXXluHB8MSxmAaW5NlgtAqwmE9y+oYeLXwRODg7lacmzRc8Dk2+3IicsD0yf04MCuxUnnB4s+s1H6DrpDlxPrs0cUbbc0zk+/H5ABIbyw+RYkGPJ/DwwyeYECt9HANCX4oRx6UxKJ51rwO1DLvPApJUgcBaSVrSqe+m8cd+n1wBm/fr1+PnPfy772t/+9jfFx+FNH8lrErBky76o4wGiTQVNZPpq8MMlL8cCQQBMApBvOfNBH5zELtdmls3JomZ+jWhJ8x5uqI75LVxP+GGuHda9Nljv2mEAozHe9PKSeZgnmktDSbIxKdARATy0bf+wc6fEo8W3djXPxQ9z7bDutcF6147eAxhDzEIi9SWzfo6IoYRkLq8/Is08MDS2Rlp52WsS0CTTWtPc1oWmrfsCAYm0oGGPT0zLKsixVohWk1OIvH5mayUiUg8DmCyWyMPcKQh4aNu+mHljXF4/nIIAhygqSjYWHJAoSTQWHBzpeUE+pcEbEREljwEMxRXtgRycN2b3oR4U2K3YfvBLXDGpBP2nPDGPGRyQAMpXQTZCy0aiwRsRESVO19OoSR/i5Y25ZGIpbqwtx7fX78C2PYfhFGMHJLk2M0rybOjxiTh0yoMen4g8qxmzp4ySfb+UX8NrihxTA5xp2fCaEgsKvCYhpAyJ7h+NktYkIiIaHrbAUFzxHrgiROz9xwmsXVADl9ePf54YxLgiB2ZPGYW3Pz0W8t5cmxkbbvoqlm+NbEV5qKEaAEL2OZNfw6/qOJlUtuQobU0iIqLk8ZOU4orXmjIq344P/v4lnny7LbA9WkCybO5U/OKdNtlWlPu37sUjjdVYctV5sgOL+we9gZwxNeOKIgYTh3dLRZPqMSpS9tZo09QLrKaUDR4mIsoWnEZNccXKG7Pqm9V445MjaIky/fmRxmqc8vgCAYkI4KoEpmIH6/WL+PxLZ0SuGClD7oQSB4oUdAMlOh08GanKOcMppdph3WuD9a4dTqMmw5PSqYc/kGsrSnH+2UW477W9svs1t3XhlMcXMtPpUIKDe4PlWswRwQswNA5HAPDoN6cBMaaBB58jlj6FLTmxJDNNnYiIlGMAk4WSmYZsE4Crq7+Cmy49By6vHzkWE1o7e3GoZyDmfv2DXsBuQf+gF4UOC0rybDFzyeTbLejxibJlO+XxRQQvkpb2bpzy+GBT0HIi1yUW3DXl84vo8YnDnp6daM4ZvU8P1wLrhIiiYQCTZaINXv1ZQxUcAmCO8nDo8/hlW1qeu/GiwP/LjU9x2MxofPovAICnFtTghe0dUXPJzBhfjF2f92Bp0HmCB9YmkismlvAxKsHLGKx7p1323KlmhOnh6cY6IaJYOAYmQ/lMApx+YMDjw4DLhxEOC/KtZix/fR/e/ux4xPtrK0ox9/wxqJ1YEvFw8JoEfNHnxjX/uSNiv0WzKrD7UA92HeqVX8uoYmiK9b7DJ/B+x5eyLSi1FaWYO200zinLxy0vfBBojQkc4/RSAv0ev2pjV/pEAct/vxfb27uxaFYFWg/1yJZNzWUMoklkjalsGQ+QSJ2kS7bUvd6w3rWj9zEwzAOTgQYFAX/vHcT9W/dizlMtuOY/d+DKJ5txz5a9uO5rE5BrM0fss729G6MKciLyqTiFoQdJ36D82JUNLR1YNrcK98+ZIjs+pbm9Gxu3d+CK80ZF7f7Z3t6N6eOKZYMX4MwUaanlRE5gdo9CftGPmvHFeO7Gi3Dl1LOilk06dyopSXyXbVgnRBQPA5gM4zUJaDnQjbXvtkcGE21d2NjSgYV15bL7urz+kIdDcOK41s5e1FaURuwz4PbhcK8T555VEDNAieeE0yMbvEj6B72BwcThQcyZXDHKvyLkW0zY3dmLW174EF/0OGO+N9WJ55j4LhLrhIji4RiYDNPv8WNUoT16i0J7N26qlQ9gcixD8aw0liT4W/CGlg48taAGQGhAUl9ZhtFFdhw4fipmuWIFJwCQb49sFQomDbxVa3ZP8Mwq6brjnVtNwYNT83IsWDSrImQwc6rPr3dMBkhE8fBTIMP0D3rh8sZ+mMu9XltRitbOXgBnHg7B33IH3D4s3tSKhXXlWFhbDpfXj3NKc1GcMxR4FDliD561mATUVpRGHQNzrM8V9fXw5G9qrSgtBUODfqQ18Zzc4NS6sIUxU3l+I2AyQCKKh11IGabAbonbohAebEiJ4Da0dISMJZECmVybGYtmVWDtghpMHV0IQRCw/0gf7FYzrKIIi1/EuGIH6mS6mKTjt7R34eba8oj31J0+9z2b98i+nkz3UCIsfhH5UK9rKp5o6zm1tHfj+e2h3XupvnY9U7O7kIgyE2chZRivScD/HvgS2/Ycjtqa8UhjNU56fIGxH62dvdjQ0oEZE4pDMsV6TQKWbfsU184cHzFAt66iFI/MOx92vy9Qv06TaejhHJZ99mcNVeg95Ua+3YJcizkkM2+e1YwBrw99zqE8MeGvpzPvRzpyjsTLAvzHH9TjlCv6+bNtRoae8sBkW93rBetdO3qfhcQupAxj8Yuom1iC8rI8AJHjVR5uqIbN70eJWUD+qHz0u30osFswd9poFNjMsAWNJbH4RTwwdyrufe2TwHGCc7387Wg/xhU7UGA1QQDg8vpw/5wpEEVEPITzc6XuHj9sId0/fthMAoryor2evr8atbqmYok3+PSUy4vxGly7XqXjd0JExsQAJgPZRRHnjMjBQw3VQ3lg3D4U2i0oDBrsOjQO45O4ScKcQdlvYyV8u+PySVj4woeB8RvSsdjUH4qDU4mI1MExMBnKfHpsxyirCefkWVFiFgLBRLRxGNJqzMF5YIJbDBbWlcvnemnrwtp320PGb8gdi6BqLhsiomzGT8sslEiSsOAWgZpxRTFzvdSMK4p5LOLgVIrNaxLQ4xNx6JQHPT6RXwCIYmB7dRZKZE2h4OmsyUzPVro+UTbhStUkh2s/ESWGLTBZKJFxGMEtBvGmZ8u9zjEd8qTBqePzrCgO6t6j7JRIty4RDWEAk4USHYchtRhMLMuLul9wIrxYx0oUm9QpG3DtJ6LEMYDJQsmMw4iX8O3OWZXY0NKh6FhKSQtJXvlkM+Y/M7Qg5ZIt++AUGMRQZuHaT0SJY/t+lkp2HEbwfgNuH3Jt5kAemC23X6ramA6vKXI8AHCmSX11I6doU+bg9HqixLEFJoslOw7D4hdRYhFwwfhilFiG9jOrPKbDCE3q7N4itXB6PVHiGNYnIF1pzZM9j57Srg+H1yTA4/Hj6esvhN1qxkeHeiJWatZ6dhNnjJCagldHD1+KY6grVvuAnUhvGMAolK4HVrLnyZQHqtx11Mqs1Kxlkzq7tygVOL2eKDFsl1QgXVMckz1PpkzBjHYd29u7sTFopWatm9SN0L1FxsTp9UTKMYBRIF0PrGTPkykP1FjXIWX61UPGWs4YISLSHgMYBdL1wEr2PJnyQI1XzkKHFasbq2AXtQ3IOGOEiEh7DGAUSNcDK9nzZMoDNV45R9gtumhS54wRIiLt8ZNWgXQ9sJI9T6Y8UI1yHVyQkYhIe4IoGmiKShK6uvqhxhU6BSHqFEc1uzSSPU+6yicRBKCsrEC1+pWk+zqGQ4tp66mqd4qPda8N1rt2tKp76bxx38cARjnmgTkjlTd2puSzSQV+mGuHda8N1rt29B7AGGNwhE5IUxwDCdRS9FBN9jzpKl+qZcp1EBFR6uhjUAERERFRAhjAEBERkeEwgCEiIiLDYQBDREREhsMAhoiIiAyHAQwREREZDgMYIiIiMhwGMERERGQ4DGCIiIjIcBjAEBERkeFk/FICgqB1CTKTVK+s3/RivWuHda8N1rt2tKp7pefL+MUciYiIKPOwC4mIiIgMhwEMERERGQ4DGCIiIjIcBjBERERkOAxgiIiIyHAYwBAREZHhMIAhIiIiw2EAQ0RERIbDAIYUc7vdmDt3Lnbu3BnY1tnZiZtuugkXXHABrr76arS0tGhYwsxy9OhRLF68GDNnzkR9fT1WrVoFl8sFgPWeap9//jluueUW1NTU4PLLL8ezzz4beI11nx633nor7r333sC/9+/fj2uuuQbTp0/H/PnzsXfvXg1Ll1n+53/+B+edd17Iz+LFiwHou94ZwJAiLpcLP/rRj9DW1hbYJooi7rjjDpSVlWHz5s1oaGjAokWLcPjwYQ1LmhlEUcTixYvhdDrx0ksv4YknnsC7776LJ598kvWeYn6/H7feeiuKi4vx2muv4ac//Sl++ctf4vXXX2fdp8kbb7yB9957L/DvgYEB3Hrrrbjooovw6quvoqamBt/73vcwMDCgYSkzR3t7O6644gq0tLQEfh566CHd13vGr4VEw9fe3o4f//jHCF914q9//Ss6Ozvx8ssvIzc3F5MmTcKOHTuwefNm3HnnnRqVNjMcPHgQH3/8MbZv346ysjIAwOLFi/Hoo4/isssuY72nUFdXF6ZMmYIHH3wQ+fn5OOecc3DJJZdg165dKCsrY92nWG9vL1avXo1p06YFtv3hD39ATk4OlixZAkEQ0NTUhD//+c/44x//iHnz5mlY2sxw4MABnHvuuRg5cmTI9ldeeUXX9c4WGIrr/fffx8UXX4zf/va3Idt3796NqVOnIjc3N7BtxowZ+Pjjj9NcwswzcuRIPPvss4HgRXLy5EnWe4qNGjUKTz75JPLz8yGKInbt2oUPPvgAM2fOZN2nwaOPPoqGhgZUVFQEtu3evRszZsyAcHqVP0EQcOGFF7LeVXLgwAGcc845Edv1Xu8MYCiu6667DkuXLoXD4QjZfvz4cYwaNSpkW2lpKf75z3+ms3gZqbCwEPX19YF/+/1+vPjii/ja177Gek+jWbNm4brrrkNNTQ2uuuoq1n2K7dixAx9++CFuv/32kO2s99QRRREdHR1oaWnBVVddhdmzZ+Oxxx6D2+3Wfb2zC4mS5nQ6YbPZQrbZbDa43W6NSpS51qxZg/379+OVV17B888/z3pPk6eeegpdXV148MEHsWrVKt7zKeRyufDAAw9g+fLlsNvtIa+x3lPn8OHDgfp98skn8cUXX+Chhx7C4OCg7uudAQwlLScnB729vSHb3G53xIcPDc+aNWvwwgsv4IknnsC5557Lek8jaRyGy+XC3Xffjfnz58PpdIa8h3WvjnXr1qG6ujqk5VGSk5MT8dBkvatj7Nix2LlzJ0aMGAFBEDBlyhT4/X785Cc/wcyZM3Vd7wxgKGlnnXUW2tvbQ7Z1dXVFNDlS8lasWIFNmzZhzZo1uOqqqwCw3lOtq6sLH3/8MWbPnh3YVlFRAY/Hg5EjR+LgwYMR72fdD98bb7yBrq4u1NTUAEDgwfnmm29i7ty56OrqCnk/6109RUVFIf+eNGkSXC4XRo4cqet65xgYStr06dOxb98+DA4OBrbt2rUL06dP17BUmWPdunV4+eWX8fjjj2POnDmB7az31Priiy+waNEiHD16NLBt7969KCkpwYwZM1j3KfLrX/8ar7/+OrZs2YItW7Zg1qxZmDVrFrZs2YLp06ejtbU1MBNSFEV89NFHrHcVNDc34+KLLw5pWfz0009RVFSEGTNm6LreGcBQ0mbOnInRo0fjvvvuQ1tbG9avX489e/bgW9/6ltZFM7wDBw7g6aefxv/7f/8PM2bMwPHjxwM/rPfUmjZtGqqqqrB06VK0t7fjvffew5o1a/D973+fdZ9CY8eOxYQJEwI/eXl5yMvLw4QJE/Dv//7v6Ovrw8qVK9He3o6VK1fC6XTi61//utbFNryamhrk5OTg/vvvx8GDB/Hee+9h9erV+O53v6v7emcAQ0kzm814+umncfz4ccybNw+///3v8Ytf/AJjxozRumiG96c//Qk+nw+//OUvUVdXF/LDek8tqX4dDge+/e1vo6mpCTfccAO+853vsO41kp+fj//8z//Erl27MG/ePOzevRvr168Pmc5OycnPz8dzzz2HL7/8EvPnz0dTUxO+/e1v47vf/a7u610Qw7OTEREREekcW2CIiIjIcBjAEBERkeEwgCEiIiLDYQBDREREhsMAhoiIiAyHAQwREREZDgMYIiIiMhwGMERERGQ4DGCISHWffvopPvroo7jvE0URL730kuLjzpo1C6+++qqi95533nnYuXOn7Gs7d+7EeeedB2Bo7aPzzjsPX3zxRdz9iEg/GMAQkeruuOMO/P3vf4/7vg8++AA/+9nPUl+gMDU1NWhpaUn7eYlIPQxgiEgzWq1kYrPZMHLkSE3OTUTqYABDRKq64YYb8I9//AP33Xcf7r33Xhw4cAC33HILLrzwQtTX12PdunXw+/344osv8J3vfAfAmW4bt9uNVatWob6+HlVVVZg1axZ++9vfJl2WDz74AFdeeSWmT5+OH/zgBzhx4gSA0C4kIjImBjBEpKq1a9fiK1/5CpYuXYo777wT1113HUaNGoXf/e53eOCBB/Diiy/iV7/6FUaPHo21a9cCAFpaWlBTU4P169fjf//3f7F27Vr88Y9/RGNjI1asWIGurq6kyvLSSy+hqakJL730Ejo6OrBq1So1L5WINMQAhohUVVRUBLPZjIKCAvzpT3+Cw+HAihUrMGnSJMyePRs/+MEP8Oyzz8JsNmPEiBEAgJEjR8Jms2Hy5MlYuXIlLrjgAowbNw7f//734fF4FI2nkbNo0SL8y7/8C6qrq3H//ffj9ddfx8mTJ1W8WiLSikXrAhBR5jpw4ACqqqpgsZz5qKmpqcHx48fR19cX8f7Zs2dj+/bteOSRR3Dw4EHs378fAODz+ZI6/7Rp0wL/P3XqVHi9Xhw6dCipYxGRvrAFhohSJicnJ2Kb3+8HIB+UPPHEE/jJT34Ci8WCxsbGYY1/AQCz2Rz4f2nAsNVqHdYxiUgfGMAQUcqUl5dj37598Hg8gW2tra0oKSlBUVERBEEIef/LL7+MZcuW4e6778bVV18Np9MJIPnZSv/3f/8X+P89e/bAarXi7LPPTupYRKQvDGCISHW5ubk4ePAgLrvsMrjdbixfvhwHDhzA22+/jbVr12LBggUQBAEOhwMAsHfvXrhcLhQVFeHdd99FZ2cnPvzwQyxZsgQA4Ha7kyrHE088gR07duDjjz/GQw89hGuvvTZwTiIyNo6BISLVLViwAI899hj+/ve/49lnn8XKlSvR2NiIkpIS3Hjjjfje974HYGj6dG1tLa699lo8/vjjePjhh/Hggw9izpw5OOuss3DNNdfAbDbj008/xWWXXZZwOW6++WY0NTWhp6cHX//613H33XerfalEpBFB1CqTFBEREVGS2IVEREREhsMuJCIynHnz5qGjoyPq6//1X/+Fiy66KI0lIqJ0YxcSERnO4cOHQ2Y2hTvrrLNgt9vTWCIiSjcGMERERGQ4HANDREREhsMAhoiIiAyHAQwREREZDgMYIiIiMhwGMERERGQ4DGCIiIjIcBjAEBERkeEwgCEiIiLD+f/WWVjNkV1iWAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 手动设置为为darkgrid\n",
    "    # 可以发现背景变成灰色网格，且没有刻度线\n",
    "sns.set_style(\"darkgrid\")\n",
    "axes = sns.scatterplot(data=tips, x=\"total_bill\", y=\"tip\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7435cdb-36bf-4155-ba43-9781a9182af6",
   "metadata": {},
   "source": [
    "### 3种风格设置函数\n",
    "#### sns.axex_style(style=None, rc=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d2140f84-d703-429e-b155-37eb80beca0e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'axes.facecolor': '#EAEAF2',\n",
       " 'axes.edgecolor': 'white',\n",
       " 'axes.grid': True,\n",
       " 'axes.axisbelow': True,\n",
       " 'axes.labelcolor': '.15',\n",
       " 'figure.facecolor': 'white',\n",
       " 'grid.color': 'white',\n",
       " 'grid.linestyle': '-',\n",
       " 'text.color': '.15',\n",
       " 'xtick.color': '.15',\n",
       " 'ytick.color': '.15',\n",
       " 'xtick.direction': 'out',\n",
       " 'ytick.direction': 'out',\n",
       " 'lines.solid_capstyle': <CapStyle.round: 'round'>,\n",
       " 'patch.edgecolor': 'w',\n",
       " 'patch.force_edgecolor': True,\n",
       " 'image.cmap': 'rocket',\n",
       " 'font.family': ['sans-serif'],\n",
       " 'font.sans-serif': ['Arial',\n",
       "  'DejaVu Sans',\n",
       "  'Liberation Sans',\n",
       "  'Bitstream Vera Sans',\n",
       "  'sans-serif'],\n",
       " 'xtick.bottom': False,\n",
       " 'xtick.top': False,\n",
       " 'ytick.left': False,\n",
       " 'ytick.right': False,\n",
       " 'axes.spines.left': True,\n",
       " 'axes.spines.bottom': True,\n",
       " 'axes.spines.right': True,\n",
       " 'axes.spines.top': True}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 不带参数调用时，作用是查看当前相关的参数细节\n",
    "sns.axes_style()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "818427e4-64e2-4a11-8239-11f56c157c8f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 带参数调用时，作用是临时设置样式风格\n",
    "    # 临时风格的作用范围仅限于with语句的子块内\n",
    "with sns.axes_style(\"darkgrid\"):\n",
    "    sns.lineplot(data=fmri, x=\"timepoint\", y=\"signal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3d348664-4707-489a-8106-10d590b9f213",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 带参数调用时，作用是临时设置样式风格\n",
    "    # 临时风格的作用范围仅限于with语句的子块内\n",
    "    # 可以设置细节参数\n",
    "        # 例如，设置背景色为粉色，网格色为黑色\n",
    "with sns.axes_style(\"darkgrid\", rc={\"axes.facecolor\": \"pink\", \"grid.color\": \"black\"}):\n",
    "    sns.lineplot(data=fmri, x=\"timepoint\", y=\"signal\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c16a648d-d08e-46bb-a5f8-af6250e6eb7c",
   "metadata": {},
   "source": [
    "#### sns.set_style\n",
    "sns.set_style(style=None, rc=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "036f6075-f1ab-4411-ac30-c72dbaeb1fc0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='timepoint', ylabel='signal'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 作用是全局设置样式风格\n",
    "sns.set_style(\"darkgrid\", rc={\"axes.facecolor\": \"pink\", \"grid.color\": \"black\"})\n",
    "sns.lineplot(data=fmri, x=\"timepoint\", y=\"signal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "3e6bd60b-b4a7-41d3-bcdf-a48f165aceef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='timepoint', ylabel='signal'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(data=fmri, x=\"timepoint\", y=\"signal\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd5af858-be38-418d-a728-99759dd0a299",
   "metadata": {},
   "source": [
    "#### sns.set\n",
    "sns.set(context=\"notebook\", style=\"darkgrid\", palette=\"Deep\", font=\"sans-serif\", font_scale=1, color_codes=True, rc=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2697a5d2-2b17-475d-835a-3808f2cef1e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='timepoint', ylabel='signal'>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 不带参数调用时，会用默认参数重置全局样式风格\n",
    "sns.set()\n",
    "sns.lineplot(data=fmri, x=\"timepoint\", y=\"signal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cd233fc9-0b73-48a5-bb1a-89201298323b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='timepoint', ylabel='signal'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 带参数时，比set_sytle功能更强大，可以接收matplotlib里rc参数\n",
    "sns.set(rc={\"lines.linewidth\":8})\n",
    "sns.lineplot(data=fmri, x=\"timepoint\", y=\"signal\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
